{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "328b262b-db51-4f0c-becf-15ff196e0152",
   "metadata": {},
   "source": [
    "# 散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26e675cc-5e38-4281-a026-0531a355da18",
   "metadata": {},
   "source": [
    "scatter是展示两个变量之间关系的图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87b6a82f-8501-46fb-9b77-7eae6fb0b901",
   "metadata": {},
   "source": [
    "主要参数\n",
    "- x, y：这两个参数分别指定了散点图中每个点的 x 轴和 y 轴坐标。它们可以是数组或列表，且长度必须相同。\n",
    "- s：指定了每个点的大小。可以是一个数值，表示所有点都具有相同的大小；也可以是一个与 x 和 y 长度相同的数组，这样每个点都可以有不同的大小。\n",
    "- c：指定了每个点的颜色。可以是一个颜色字符串（如 'r' 表示红色），也可以是一个与 x 和 y 长度相同的数组，该数组中的值会被映射成颜色。如果提供的是数值数组，还可以通过 cmap 参数指定颜色映射。\n",
    "- marker：指定了点的形状。例如，'o' 表示圆形，'s' 表示正方形，'^' 表示三角形等。\n",
    "- cmap：当 c 参数是一个数值数组时，cmap 参数指定了一个颜色映射表，用于将数值转换成颜色。\n",
    "- alpha：指定了点的透明度，范围从 0（完全透明）到 1（完全不透明）。\n",
    "- linewidths：指定了点边缘的宽度。\n",
    "- edgecolors：指定了点边缘的颜色。\n",
    "- label：为图例提供一个标签，只有在使用 plt.legend() 时才会显示。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "236389eb-2a74-4518-82ee-14e17badc1da",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1d4f4b8a-b5f7-4541-8acb-4fc056411619",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.random.randn(100, 2)\n",
    "s = np.random.randint(100, 300, size=(100,))\n",
    "color = np.random.randn(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0904ee62-0c50-4c94-8a7d-1826a0407cc4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x=data[:,0], y=data[:,1], s=s, c=color, alpha=0.6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f99aa757-6677-439c-adc5-76c10451020f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
